Overview#

This notebook gives a general overview of the features included in the dataset.

Hide imports 
%load_ext autoreload
%autoreload 2
import os

import dimcat as dc
import pandas as pd
import plotly.express as px
from dimcat import filters, plotting
from IPython.display import display

import utils

RESULTS_PATH = os.path.abspath(os.path.join(utils.OUTPUT_FOLDER, "overview"))
os.makedirs(RESULTS_PATH, exist_ok=True)


def make_output_path(
    filename: str,
    extension=None,
    path=RESULTS_PATH,
) -> str:
    return utils.make_output_path(filename=filename, extension=extension, path=path)


def save_figure_as(
    fig, filename, formats=("png", "pdf"), directory=RESULTS_PATH, **kwargs
):
    if formats is not None:
        for fmt in formats:
            plotting.write_image(fig, filename, directory, format=fmt, **kwargs)
    else:
        plotting.write_image(fig, filename, directory, **kwargs)

Loading data

D = utils.get_dataset("kleine_geistliche_konzerte", corpus_release="v2.4")
package = D.inputs.get_package()
package_info = package._package.custom
git_tag = package_info.get("git_tag")
utils.print_heading("Data and software versions")
print("Heinrich Schütz – Kleine Geistliche Konzerte version v2.4")
print(f"Datapackage '{package.package_name}' @ {git_tag}")
print(f"dimcat version {dc.__version__}\n")
D

Data and software versions
--------------------------

Heinrich Schütz – Kleine Geistliche Konzerte version v2.4
Datapackage 'kleine_geistliche_konzerte' @ v2.4
dimcat version 3.4.0

Dataset
=======
{'inputs': {'basepath': None,
            'packages': {'kleine_geistliche_konzerte': ["'kleine_geistliche_konzerte.measures' "
                                                        '(MuseScoreFacetName.MuseScoreMeasures)',
                                                        "'kleine_geistliche_konzerte.notes' "
                                                        '(MuseScoreFacetName.MuseScoreNotes)',
                                                        "'kleine_geistliche_konzerte.expanded' "
                                                        '(MuseScoreFacetName.MuseScoreHarmonies)',
                                                        "'kleine_geistliche_konzerte.chords' "
                                                        '(MuseScoreFacetName.MuseScoreChords)',
                                                        "'kleine_geistliche_konzerte.metadata' "
                                                        '(FeatureName.Metadata)']}},
 'outputs': {'basepath': None, 'packages': {}},
 'pipeline': []}

filtered_D = filters.HasHarmonyLabelsFilter(keep_values=[True]).process(D)
all_metadata = filtered_D.get_metadata()
assert len(all_metadata) > 0, "No pieces selected for analysis."
all_metadata
TimeSig KeySig last_mc last_mn length_qb last_mc_unfolded last_mn_unfolded length_qb_unfolded all_notes_qb n_onsets ... staff_2_ambitus staff_2_instrument staff_3_ambitus staff_3_instrument staff_4_ambitus staff_4_instrument staff_5_ambitus staff_5_instrument staff_6_ambitus staff_6_instrument
corpus piece
kleine_geistliche_konzerte op08n01swv282_Eile_mich,_Gott,_zu_erretten {1: '4/4'} {1: 0} 68 68 272.0 68 68 272.0 499.50 315 ... 38-52 (D2-E3) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op08n02swv283_Bringt_her_dem_Herren {1: '2/2', 14: '3/2', 25: '2/2', 43: '3/2', 54... {1: 0} 89 89 426.0 89 89 426.0 801.50 479 ... 41-60 (F2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op08n03swv284_Ich_danke_dem_Herrn_von_ganzem_Herzen {1: '2/2'} {1: -1} 114 114 456.0 114 114 456.0 875.00 625 ... 39-58 (Eb2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op08n04swv285_O_süsser,_o_freundlicher {1: '4/4', 25: '3/2', 33: '4/4'} {1: -1} 107 107 444.0 107 107 444.0 828.00 552 ... 38-62 (D2-D4) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op08n05swv286_Der_Herr_ist_gross {1: '4/4'} {1: 0} 74 74 296.0 74 74 296.0 761.00 630 ... 60-77 (C4-F5) Soprano II 40-57 (E2-A3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n06swv287_O_lieber_Herre_Gott {1: '4/4', 28: '3/2', 43: '4/4', 50: '3/2', 58... {1: -1} 96 96 430.0 96 96 430.0 1097.00 626 ... 60-77 (C4-F5) Soprano II 41-58 (F2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n07swv288_Ihr_Heiligen,_lobsinget_dem_Herren {1: '4/4'} {1: 1} 81 81 324.0 81 81 324.0 790.00 501 ... 57-76 (A3-E5) Soprano II 40-59 (E2-B3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n08swv289_Erhöre_mich,_wenn_ich_rufe {1: '4/4'} {1: 1} 65 65 260.0 65 65 260.0 696.50 377 ... 61-76 (C#4-E5) Soprano II 40-57 (E2-A3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n09swv290_Wohl_dem,_der_nicht_wandelt_im_Rat_der_Gottlosen {1: '3/2', 57: '2/2', 82: '3/2', 132: '2/2'} {1: -1} 134 134 748.0 134 134 748.0 1885.00 923 ... 55-70 (G3-Bb4) Alto 38-60 (D2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n10swv291_Schaffe_in_mir,_Gott,_ein_reines_Herz {1: '4/2'} {1: 0} 39 39 312.0 39 39 312.0 802.67 500 ... 48-65 (C3-F4) Tenor 43-60 (G2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n11swv292_Der_Herr_schauet_vom_Himmel_auf_der_Menschen_Kinder {1: '4/4', 38: '3/2', 51: '4/4'} {1: 0} 81 81 350.0 81 81 350.0 898.00 487 ... 43-60 (G2-C4) Bass 41-60 (F2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n12swv293_Lobet_den_Herren,_der_zu_Zion_wohnet {1: '4/4'} {1: 0} 80 80 320.0 80 80 320.0 848.50 443 ... 55-69 (G3-A4) Alto II 43-60 (G2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n13swv294_Eins_bitte_ich_vom_Herren {1: '4/4'} {1: -1} 86 86 344.0 86 86 344.0 854.00 440 ... 48-65 (C3-F4) Tenor II 40-58 (E2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n14swv295_O_hilf,_Christe_Gottes_Sohn {1: '4/4'} {1: 0} 81 81 324.0 81 81 324.0 836.00 366 ... 50-65 (D3-F4) Tenor 2 43-58 (G2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n15swv296_Fürchte_dich_nicht {1: '4/4', 4: '3/2', 6: '4/4', 9: '3/2', 13: '... {1: 0} 77 77 320.0 77 77 320.0 787.00 468 ... 42-58 (F#2-Bb3) Bass II 38-62 (D2-D4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n16swv297_O_Herr_hilf {1: '4/4', 19: '3/2', 40: '4/4'} {1: -1} 61 61 286.0 61 61 286.0 935.50 599 ... 61-77 (C#4-F5) Soprano II 48-65 (C3-F4) Tenor 41-62 (F2-D4) Continuo <NA> <NA> <NA> <NA>
op08n18swv299_Die_Gottseligkeit_ist_zu_allen_Dingen_nütz {1: '4/4'} {1: 1} 51 51 204.0 51 51 204.0 645.00 345 ... 60-74 (C4-D5) Soprano II 43-55 (G2-G3) Bass 43-55 (G2-G3) Continuo <NA> <NA> <NA> <NA>
op08n19swv300_Himmel_und_Erde_vergehen {1: '4/4'} {1: -1} 54 54 216.0 54 54 216.0 591.00 435 ... 36-60 (C2-C4) Bass II 36-60 (C2-C4) Bass III 36-58 (C2-Bb3) Continuo <NA> <NA> <NA> <NA>
op08n20swv301_Nun_komm_der_Heiden_Heiland {1: '3/2', 15: '4/4'} {1: -1} 90 90 388.0 90 90 388.0 1427.00 808 ... 60-79 (C4-G5) Soprano II 43-62 (G2-D4) Bass I 41-55 (F2-G3) Bass II 41-58 (F2-Bb3) Continuo <NA> <NA>
op08n21swv302_Ein_Kind_ist_uns_geboren {1: '3/2', 37: '4/4', 49: '3/2', 58: '4/4', 61... {1: -1} 125 125 608.0 125 125 608.0 2214.50 1208 ... 53-69 (F3-A4) Alto 48-63 (C3-Eb4) Tenor 41-62 (F2-D4) Bass 40-62 (E2-D4) Continuo <NA> <NA>
op08n22swv303_Wir_glauben_all_an_einen_Gott {1: '4/4', 72: '3/2', 79: '4/4'} {1: 0} 120 120 494.0 120 120 494.0 1858.00 1044 ... 57-76 (A3-E5) Soprano II 48-64 (C3-E4) Tenor 38-60 (D2-C4) Bass 38-65 (D2-F4) Continuo <NA> <NA>
op08n23swv304_Siehe,_mein_Fürsprecher_im_Himmel {1: '4/4'} {1: 0} 93 93 372.0 93 93 372.0 1300.50 775 ... 40-69 (E2-A4) Alto 43-65 (G2-F4) Tenor 38-60 (D2-C4) Bass 38-60 (D2-C4) Continuo <NA> <NA>
op08n24swv305_Ich_hab_mein_Sach_Gott_heimgestellt {1: '4/4'} {1: -1} 299 299 1196.0 299 299 1196.0 4105.50 3387 ... 41-77 (F2-F5) Soprano II 41-69 (F2-A4) Alto 43-67 (G2-G4) Tenor 43-58 (G2-Bb3) Bass 43-58 (G2-Bb3) Continuo
op09n01swv306_Ich_will_den_Herren_loben_allezeit {1: '4/4', 14: '3/2', 18: '4/4', 32: '3/2', 36... {1: -1} 85 85 380.0 85 85 380.0 715.00 610 ... 38-60 (D2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op09n02swv307_Was_hast_du_verwirket {1: '4/4'} {1: 0} 82 82 328.0 82 82 328.0 624.00 436 ... 38-58 (D2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op09n03swv308_O_Jesu,_nomen_dulce {1: '4/4'} {1: -1} 66 66 264.0 66 66 264.0 508.50 467 ... 38-58 (D2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op09n04swv309_O_misericordissime_Jesu {1: '2/2'} {1: -1} 92 92 368.0 92 92 368.0 705.50 513 ... 41-57 (F2-A3) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op09n05swv310_Ich_liege_und_schlafe {1: '4/4', 7: '3/2', 11: '4/4', 21: '3/2', 25:... {1: 0} 86 86 374.0 86 86 374.0 710.50 482 ... 40-60 (E2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op09n06swv311_Habe_deine_Lust_an_dem_Herren {1: '4/4', 111: '3/2', 135: '4/4'} {1: 0} 141 141 612.0 141 141 612.0 1539.00 1238 ... 60-79 (C4-G5) Soprano II 40-60 (E2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n07swv312_Herr,_ich_hoffe_darauf {1: '2/2'} {1: 0} 78 78 312.0 78 78 312.0 758.00 704 ... 58-76 (Bb3-E5) Soprano II 40-58 (E2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n08swv313_Bone_Jesu,_verbum_Patris {1: '4/4', 81: '3/2', 119: '4/4'} {1: 0} 124 124 572.0 124 124 572.0 1507.00 1200 ... 60-79 (C4-G5) Soprano II 41-60 (F2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n09swv314_Verbum_caro_factum {1: '4/4', 8: '3/2', 12: '4/4', 21: '3/2', 25:... {1: -1} 121 121 578.0 121 121 578.0 1488.00 772 ... 60-79 (C4-G5) Soprano II 41-57 (F2-A3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n10swv315_Hodie_Christus_natus_est {1: '4/4'} {1: 0} 99 99 396.0 99 99 396.0 1007.00 884 ... 48-67 (C3-G4) Tenor 38-58 (D2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n11swv316_Wann_unsre_Augen_schlafen_ein {1: '4/4'} {1: -1} 76 76 304.0 76 76 304.0 795.50 633 ... 38-60 (D2-C4) Bass 38-60 (D2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n12swv317_Meister,_wir_haben_die_ganze_Nacht_gearbeitet {1: '4/4'} {1: 0} 46 46 184.0 46 46 184.0 482.00 348 ... 48-65 (C3-F4) Tenor II 41-53 (F2-F3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n13swv318_Die_Furcht_des_Herren {1: '4/4', 34: '3/2', 41: '4/4', 51: '3/2', 63... {1: -1} 66 66 302.0 66 66 302.0 750.00 372 ... 50-62 (D3-D4) Tenor II 38-55 (D2-G3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n14swv319_Ich_beuge_meine_Knie_gegen_dem_Vater {1: '4/4'} {1: 0} 95 95 380.0 95 95 380.0 939.00 630 ... 41-60 (F2-C4) Bass II 41-60 (F2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n15swv320_Ich_bin_jung_gewesen_und_bin_alt_worden {1: '4/4'} {1: -1} 65 65 260.0 65 65 260.0 629.50 511 ... 38-58 (D2-Bb3) Bass II 38-58 (D2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n16swv321_Herr,_wenn_ich_nur_dich {1: '2/2'} {1: -1} 78 78 312.0 78 78 312.0 974.00 813 ... 38-77 (D2-F5) Soprano II 48-67 (C3-G4) Tenor 38-55 (D2-G3) Continuo <NA> <NA> <NA> <NA>
op09n17swv322_Rorate,_rorate_coeli {1: '4/4'} {1: -1} 64 64 256.0 64 64 256.0 758.50 803 ... 41-79 (F2-G5) Soprano II 43-58 (G2-Bb3) Bass 41-58 (F2-Bb3) Continuo <NA> <NA> <NA> <NA>
op09n18swv323_Joseph,_du_Sohn_David {1: '4/4'} {1: 0} 77 77 308.0 77 77 308.0 1101.00 623 ... 66-81 (F#4-A5) Soprano II 45-62 (A2-D4) Bass 45-62 (A2-D4) Continuo <NA> <NA> <NA> <NA>
op09n19swv324_Ich_bin_die_Auferstehung {1: '4/4'} {1: 0} 99 99 396.0 99 99 396.0 1196.50 1026 ... 50-65 (D3-F4) Tenor II 38-59 (D2-B3) Bass 38-58 (D2-Bb3) Continuo <NA> <NA> <NA> <NA>
op09n20swv325_Die_Seele_Christi_heilige_mich {1: '4/4', 19: '3/2', 23: '4/4', 66: '3/2', 95... {1: -1} 114 114 522.0 114 114 522.0 1613.00 921 ... 43-64 (G2-E4) Tenor 38-60 (D2-C4) Bass 38-60 (D2-C4) Continuo <NA> <NA> <NA> <NA>
op09n21swv326_Ich_ruf_zu_dir,_Herr_Jesu_Christ {1: '4/4', 41: '3/2', 53: '4/4'} {1: -1} 85 85 364.0 85 85 364.0 1395.00 673 ... 58-79 (Bb3-G5) Soprano II 62-75 (D4-Eb5) Soprano III 43-63 (G2-Eb4) Bass 43-58 (G2-Bb3) Continuo <NA> <NA>
op09n22swv327_Allein_Gott_in_der_Höh {1: '3/2', 136: '4/4'} {1: 0} 148 148 862.0 148 148 862.0 2289.00 1135 ... 43-76 (G2-E5) Soprano II 43-64 (G2-E4) Tenor I 43-64 (G2-E4) Tenor II 41-57 (F2-A3) Continuo <NA> <NA>
op09n23swv328_Veni,_Sancte_Spiritus {1: '4/4'} {1: 0} 122 122 488.0 122 122 488.0 1656.50 1493 ... 48-77 (C3-F5) Soprano II 41-67 (F2-G4) Tenor I 45-65 (A2-F4) Tenor II 40-64 (E2-E4) Continuo <NA> <NA>
op09n24swv329_Ist_Gott_für_uns {1: '4/4'} {1: -1} 76 76 304.0 76 76 304.0 1133.50 1073 ... 43-69 (G2-A4) Alto 41-65 (F2-F4) Tenor 41-60 (F2-C4) Bass 41-60 (F2-C4) Continuo <NA> <NA>
op09n25swv330_Wer_will_uns_scheiden_von_der_Liebe_Gottes {1: '4/4'} {1: -1} 79 79 320.0 79 79 320.0 1194.50 973 ... 57-70 (A3-Bb4) Alto 50-66 (D3-F#4) Tenor 39-58 (Eb2-Bb3) Bass 39-60 (Eb2-C4) Continuo <NA> <NA>
op09n26swv331_Die_Stimm_des_Herren_gehet_auf_den_Wassern {1: '4/4', 21: '3/2', 34: '4/4', 80: '3/2', 93... {1: 0} 138 138 666.0 138 138 666.0 2278.50 1153 ... 41-69 (F2-A4) Alto 41-65 (F2-F4) Tenor 41-60 (F2-C4) Bass 38-62 (D2-D4) Continuo <NA> <NA>
op09n27swv332_Jubilate_Deo_omnis_terra {1: '4/4', 69: '3/2', 84: '4/4'} {1: -1} 130 130 550.0 130 130 550.0 1955.50 1972 ... 41-69 (F2-A4) Alto 41-65 (F2-F4) Tenor 40-58 (E2-Bb3) Bass 40-60 (E2-C4) Continuo <NA> <NA>
op09n28swv333_Sei_gegrüßet,_Maria {1: '3/2', 206: '4/4', 209: '3/2', 217: '4/4'} {1: 0} 220 220 1306.0 220 220 1306.0 3921.00 1536 ... 38-77 (D2-F5) Soprano II 38-71 (D2-B4) Alto 48-67 (C3-G4) Tenor 41-57 (F2-A3) Bass 41-57 (F2-A3) Continuo
op09n29swv334_Ave_Maria,_qualis_est {1: '3/2', 201: '4/4', 204: '3/2', 212: '4/4'} {1: 0} 215 215 1276.0 215 215 1276.0 3851.00 1617 ... 38-77 (D2-F5) Soprano II 38-69 (D2-A4) Alto 48-67 (C3-G4) Tenor 41-57 (F2-A3) Bass 41-57 (F2-A3) Continuo
op09n30swv335_Was_betrübst_du_dich,_meine_Seele {1: '4/4'} {1: -1} 87 87 348.0 87 87 348.0 1524.50 1177 ... 60-77 (C4-F5) Soprano II 55-69 (G3-A4) Alto 48-65 (C3-F4) Tenor 43-60 (G2-C4) Bass 39-57 (Eb2-A3) Continuo
op09n31swv336_Quemadmodum_desiderat_cervus {1: '4/4'} {1: -1} 189 189 756.0 189 189 756.0 2604.50 2398 ... 38-69 (D2-A4) Alto 38-67 (D2-G4) Tenor I 41-64 (F2-E4) Tenor II 38-58 (D2-Bb3) Bass 38-62 (D2-D4) Continuo
op09n32swv337_Aufer_immensam {1: '2/2'} {1: 0} 165 165 660.0 165 165 660.0 2217.50 2035 ... 43-69 (G2-A4) Alto 40-67 (E2-G4) Tenor I 38-64 (D2-E4) Tenor II 43-60 (G2-C4) Bass 43-60 (G2-C4) Continuo

55 rows × 63 columns

mean_composition_years = utils.corpus_mean_composition_years(all_metadata)
chronological_order = mean_composition_years.index.to_list()
corpus_colors = dict(zip(chronological_order, utils.CORPUS_COLOR_SCALE))
corpus_names = {
    corp: utils.get_corpus_display_name(corp) for corp in chronological_order
}
chronological_corpus_names = list(corpus_names.values())
corpus_name_colors = {
    corpus_names[corp]: color for corp, color in corpus_colors.items()
}

mean_composition_years

corpus
kleine_geistliche_konzerte    1637.745455
Name: mean_composition_year, dtype: float64

Composition dates#

This section relies on the dataset’s metadata.

valid_composed_start = pd.to_numeric(all_metadata.composed_start, errors="coerce")
valid_composed_end = pd.to_numeric(all_metadata.composed_end, errors="coerce")
print(
    f"Composition dates range from {int(valid_composed_start.min())} {valid_composed_start.idxmin()} "
    f"to {int(valid_composed_end.max())} {valid_composed_end.idxmax()}."
)

Composition dates range from 1636 ('kleine_geistliche_konzerte', 'op08n01swv282_Eile_mich,_Gott,_zu_erretten') to 1639 ('kleine_geistliche_konzerte', 'op09n01swv306_Ich_will_den_Herren_loben_allezeit').

Mean composition years per corpus#

def make_summary(metadata_df):
    piece_is_annotated = metadata_df.label_count > 0
    return metadata_df[piece_is_annotated].copy()
Hide source 
summary = make_summary(all_metadata)
bar_data = pd.concat(
    [
        mean_composition_years.rename("year"),
        summary.groupby(level="corpus").size().rename("pieces"),
    ],
    axis=1,
).reset_index()

N = len(summary)
fig = px.bar(
    bar_data,
    x="year",
    y="pieces",
    color="corpus",
    color_discrete_map=corpus_colors,
    title=f"Temporal coverage of the {N} annotated pieces in the Distant Listening Corpus",
)
fig.update_traces(width=5)
fig.update_layout(**utils.STD_LAYOUT)
fig.update_traces(width=5)
save_figure_as(fig, "pieces_timeline_bars")
fig.show()

summary
TimeSig KeySig last_mc last_mn length_qb last_mc_unfolded last_mn_unfolded length_qb_unfolded all_notes_qb n_onsets ... staff_2_ambitus staff_2_instrument staff_3_ambitus staff_3_instrument staff_4_ambitus staff_4_instrument staff_5_ambitus staff_5_instrument staff_6_ambitus staff_6_instrument
corpus piece
kleine_geistliche_konzerte op08n01swv282_Eile_mich,_Gott,_zu_erretten {1: '4/4'} {1: 0} 68 68 272.0 68 68 272.0 499.50 315 ... 38-52 (D2-E3) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op08n02swv283_Bringt_her_dem_Herren {1: '2/2', 14: '3/2', 25: '2/2', 43: '3/2', 54... {1: 0} 89 89 426.0 89 89 426.0 801.50 479 ... 41-60 (F2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op08n03swv284_Ich_danke_dem_Herrn_von_ganzem_Herzen {1: '2/2'} {1: -1} 114 114 456.0 114 114 456.0 875.00 625 ... 39-58 (Eb2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op08n04swv285_O_süsser,_o_freundlicher {1: '4/4', 25: '3/2', 33: '4/4'} {1: -1} 107 107 444.0 107 107 444.0 828.00 552 ... 38-62 (D2-D4) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op08n05swv286_Der_Herr_ist_gross {1: '4/4'} {1: 0} 74 74 296.0 74 74 296.0 761.00 630 ... 60-77 (C4-F5) Soprano II 40-57 (E2-A3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n06swv287_O_lieber_Herre_Gott {1: '4/4', 28: '3/2', 43: '4/4', 50: '3/2', 58... {1: -1} 96 96 430.0 96 96 430.0 1097.00 626 ... 60-77 (C4-F5) Soprano II 41-58 (F2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n07swv288_Ihr_Heiligen,_lobsinget_dem_Herren {1: '4/4'} {1: 1} 81 81 324.0 81 81 324.0 790.00 501 ... 57-76 (A3-E5) Soprano II 40-59 (E2-B3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n08swv289_Erhöre_mich,_wenn_ich_rufe {1: '4/4'} {1: 1} 65 65 260.0 65 65 260.0 696.50 377 ... 61-76 (C#4-E5) Soprano II 40-57 (E2-A3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n09swv290_Wohl_dem,_der_nicht_wandelt_im_Rat_der_Gottlosen {1: '3/2', 57: '2/2', 82: '3/2', 132: '2/2'} {1: -1} 134 134 748.0 134 134 748.0 1885.00 923 ... 55-70 (G3-Bb4) Alto 38-60 (D2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n10swv291_Schaffe_in_mir,_Gott,_ein_reines_Herz {1: '4/2'} {1: 0} 39 39 312.0 39 39 312.0 802.67 500 ... 48-65 (C3-F4) Tenor 43-60 (G2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n11swv292_Der_Herr_schauet_vom_Himmel_auf_der_Menschen_Kinder {1: '4/4', 38: '3/2', 51: '4/4'} {1: 0} 81 81 350.0 81 81 350.0 898.00 487 ... 43-60 (G2-C4) Bass 41-60 (F2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n12swv293_Lobet_den_Herren,_der_zu_Zion_wohnet {1: '4/4'} {1: 0} 80 80 320.0 80 80 320.0 848.50 443 ... 55-69 (G3-A4) Alto II 43-60 (G2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n13swv294_Eins_bitte_ich_vom_Herren {1: '4/4'} {1: -1} 86 86 344.0 86 86 344.0 854.00 440 ... 48-65 (C3-F4) Tenor II 40-58 (E2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n14swv295_O_hilf,_Christe_Gottes_Sohn {1: '4/4'} {1: 0} 81 81 324.0 81 81 324.0 836.00 366 ... 50-65 (D3-F4) Tenor 2 43-58 (G2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n15swv296_Fürchte_dich_nicht {1: '4/4', 4: '3/2', 6: '4/4', 9: '3/2', 13: '... {1: 0} 77 77 320.0 77 77 320.0 787.00 468 ... 42-58 (F#2-Bb3) Bass II 38-62 (D2-D4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op08n16swv297_O_Herr_hilf {1: '4/4', 19: '3/2', 40: '4/4'} {1: -1} 61 61 286.0 61 61 286.0 935.50 599 ... 61-77 (C#4-F5) Soprano II 48-65 (C3-F4) Tenor 41-62 (F2-D4) Continuo <NA> <NA> <NA> <NA>
op08n18swv299_Die_Gottseligkeit_ist_zu_allen_Dingen_nütz {1: '4/4'} {1: 1} 51 51 204.0 51 51 204.0 645.00 345 ... 60-74 (C4-D5) Soprano II 43-55 (G2-G3) Bass 43-55 (G2-G3) Continuo <NA> <NA> <NA> <NA>
op08n19swv300_Himmel_und_Erde_vergehen {1: '4/4'} {1: -1} 54 54 216.0 54 54 216.0 591.00 435 ... 36-60 (C2-C4) Bass II 36-60 (C2-C4) Bass III 36-58 (C2-Bb3) Continuo <NA> <NA> <NA> <NA>
op08n20swv301_Nun_komm_der_Heiden_Heiland {1: '3/2', 15: '4/4'} {1: -1} 90 90 388.0 90 90 388.0 1427.00 808 ... 60-79 (C4-G5) Soprano II 43-62 (G2-D4) Bass I 41-55 (F2-G3) Bass II 41-58 (F2-Bb3) Continuo <NA> <NA>
op08n21swv302_Ein_Kind_ist_uns_geboren {1: '3/2', 37: '4/4', 49: '3/2', 58: '4/4', 61... {1: -1} 125 125 608.0 125 125 608.0 2214.50 1208 ... 53-69 (F3-A4) Alto 48-63 (C3-Eb4) Tenor 41-62 (F2-D4) Bass 40-62 (E2-D4) Continuo <NA> <NA>
op08n22swv303_Wir_glauben_all_an_einen_Gott {1: '4/4', 72: '3/2', 79: '4/4'} {1: 0} 120 120 494.0 120 120 494.0 1858.00 1044 ... 57-76 (A3-E5) Soprano II 48-64 (C3-E4) Tenor 38-60 (D2-C4) Bass 38-65 (D2-F4) Continuo <NA> <NA>
op08n23swv304_Siehe,_mein_Fürsprecher_im_Himmel {1: '4/4'} {1: 0} 93 93 372.0 93 93 372.0 1300.50 775 ... 40-69 (E2-A4) Alto 43-65 (G2-F4) Tenor 38-60 (D2-C4) Bass 38-60 (D2-C4) Continuo <NA> <NA>
op08n24swv305_Ich_hab_mein_Sach_Gott_heimgestellt {1: '4/4'} {1: -1} 299 299 1196.0 299 299 1196.0 4105.50 3387 ... 41-77 (F2-F5) Soprano II 41-69 (F2-A4) Alto 43-67 (G2-G4) Tenor 43-58 (G2-Bb3) Bass 43-58 (G2-Bb3) Continuo
op09n01swv306_Ich_will_den_Herren_loben_allezeit {1: '4/4', 14: '3/2', 18: '4/4', 32: '3/2', 36... {1: -1} 85 85 380.0 85 85 380.0 715.00 610 ... 38-60 (D2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op09n02swv307_Was_hast_du_verwirket {1: '4/4'} {1: 0} 82 82 328.0 82 82 328.0 624.00 436 ... 38-58 (D2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op09n03swv308_O_Jesu,_nomen_dulce {1: '4/4'} {1: -1} 66 66 264.0 66 66 264.0 508.50 467 ... 38-58 (D2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op09n04swv309_O_misericordissime_Jesu {1: '2/2'} {1: -1} 92 92 368.0 92 92 368.0 705.50 513 ... 41-57 (F2-A3) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op09n05swv310_Ich_liege_und_schlafe {1: '4/4', 7: '3/2', 11: '4/4', 21: '3/2', 25:... {1: 0} 86 86 374.0 86 86 374.0 710.50 482 ... 40-60 (E2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
op09n06swv311_Habe_deine_Lust_an_dem_Herren {1: '4/4', 111: '3/2', 135: '4/4'} {1: 0} 141 141 612.0 141 141 612.0 1539.00 1238 ... 60-79 (C4-G5) Soprano II 40-60 (E2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n07swv312_Herr,_ich_hoffe_darauf {1: '2/2'} {1: 0} 78 78 312.0 78 78 312.0 758.00 704 ... 58-76 (Bb3-E5) Soprano II 40-58 (E2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n08swv313_Bone_Jesu,_verbum_Patris {1: '4/4', 81: '3/2', 119: '4/4'} {1: 0} 124 124 572.0 124 124 572.0 1507.00 1200 ... 60-79 (C4-G5) Soprano II 41-60 (F2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n09swv314_Verbum_caro_factum {1: '4/4', 8: '3/2', 12: '4/4', 21: '3/2', 25:... {1: -1} 121 121 578.0 121 121 578.0 1488.00 772 ... 60-79 (C4-G5) Soprano II 41-57 (F2-A3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n10swv315_Hodie_Christus_natus_est {1: '4/4'} {1: 0} 99 99 396.0 99 99 396.0 1007.00 884 ... 48-67 (C3-G4) Tenor 38-58 (D2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n11swv316_Wann_unsre_Augen_schlafen_ein {1: '4/4'} {1: -1} 76 76 304.0 76 76 304.0 795.50 633 ... 38-60 (D2-C4) Bass 38-60 (D2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n12swv317_Meister,_wir_haben_die_ganze_Nacht_gearbeitet {1: '4/4'} {1: 0} 46 46 184.0 46 46 184.0 482.00 348 ... 48-65 (C3-F4) Tenor II 41-53 (F2-F3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n13swv318_Die_Furcht_des_Herren {1: '4/4', 34: '3/2', 41: '4/4', 51: '3/2', 63... {1: -1} 66 66 302.0 66 66 302.0 750.00 372 ... 50-62 (D3-D4) Tenor II 38-55 (D2-G3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n14swv319_Ich_beuge_meine_Knie_gegen_dem_Vater {1: '4/4'} {1: 0} 95 95 380.0 95 95 380.0 939.00 630 ... 41-60 (F2-C4) Bass II 41-60 (F2-C4) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n15swv320_Ich_bin_jung_gewesen_und_bin_alt_worden {1: '4/4'} {1: -1} 65 65 260.0 65 65 260.0 629.50 511 ... 38-58 (D2-Bb3) Bass II 38-58 (D2-Bb3) Continuo <NA> <NA> <NA> <NA> <NA> <NA>
op09n16swv321_Herr,_wenn_ich_nur_dich {1: '2/2'} {1: -1} 78 78 312.0 78 78 312.0 974.00 813 ... 38-77 (D2-F5) Soprano II 48-67 (C3-G4) Tenor 38-55 (D2-G3) Continuo <NA> <NA> <NA> <NA>
op09n17swv322_Rorate,_rorate_coeli {1: '4/4'} {1: -1} 64 64 256.0 64 64 256.0 758.50 803 ... 41-79 (F2-G5) Soprano II 43-58 (G2-Bb3) Bass 41-58 (F2-Bb3) Continuo <NA> <NA> <NA> <NA>
op09n18swv323_Joseph,_du_Sohn_David {1: '4/4'} {1: 0} 77 77 308.0 77 77 308.0 1101.00 623 ... 66-81 (F#4-A5) Soprano II 45-62 (A2-D4) Bass 45-62 (A2-D4) Continuo <NA> <NA> <NA> <NA>
op09n19swv324_Ich_bin_die_Auferstehung {1: '4/4'} {1: 0} 99 99 396.0 99 99 396.0 1196.50 1026 ... 50-65 (D3-F4) Tenor II 38-59 (D2-B3) Bass 38-58 (D2-Bb3) Continuo <NA> <NA> <NA> <NA>
op09n20swv325_Die_Seele_Christi_heilige_mich {1: '4/4', 19: '3/2', 23: '4/4', 66: '3/2', 95... {1: -1} 114 114 522.0 114 114 522.0 1613.00 921 ... 43-64 (G2-E4) Tenor 38-60 (D2-C4) Bass 38-60 (D2-C4) Continuo <NA> <NA> <NA> <NA>
op09n21swv326_Ich_ruf_zu_dir,_Herr_Jesu_Christ {1: '4/4', 41: '3/2', 53: '4/4'} {1: -1} 85 85 364.0 85 85 364.0 1395.00 673 ... 58-79 (Bb3-G5) Soprano II 62-75 (D4-Eb5) Soprano III 43-63 (G2-Eb4) Bass 43-58 (G2-Bb3) Continuo <NA> <NA>
op09n22swv327_Allein_Gott_in_der_Höh {1: '3/2', 136: '4/4'} {1: 0} 148 148 862.0 148 148 862.0 2289.00 1135 ... 43-76 (G2-E5) Soprano II 43-64 (G2-E4) Tenor I 43-64 (G2-E4) Tenor II 41-57 (F2-A3) Continuo <NA> <NA>
op09n23swv328_Veni,_Sancte_Spiritus {1: '4/4'} {1: 0} 122 122 488.0 122 122 488.0 1656.50 1493 ... 48-77 (C3-F5) Soprano II 41-67 (F2-G4) Tenor I 45-65 (A2-F4) Tenor II 40-64 (E2-E4) Continuo <NA> <NA>
op09n24swv329_Ist_Gott_für_uns {1: '4/4'} {1: -1} 76 76 304.0 76 76 304.0 1133.50 1073 ... 43-69 (G2-A4) Alto 41-65 (F2-F4) Tenor 41-60 (F2-C4) Bass 41-60 (F2-C4) Continuo <NA> <NA>
op09n25swv330_Wer_will_uns_scheiden_von_der_Liebe_Gottes {1: '4/4'} {1: -1} 79 79 320.0 79 79 320.0 1194.50 973 ... 57-70 (A3-Bb4) Alto 50-66 (D3-F#4) Tenor 39-58 (Eb2-Bb3) Bass 39-60 (Eb2-C4) Continuo <NA> <NA>
op09n26swv331_Die_Stimm_des_Herren_gehet_auf_den_Wassern {1: '4/4', 21: '3/2', 34: '4/4', 80: '3/2', 93... {1: 0} 138 138 666.0 138 138 666.0 2278.50 1153 ... 41-69 (F2-A4) Alto 41-65 (F2-F4) Tenor 41-60 (F2-C4) Bass 38-62 (D2-D4) Continuo <NA> <NA>
op09n27swv332_Jubilate_Deo_omnis_terra {1: '4/4', 69: '3/2', 84: '4/4'} {1: -1} 130 130 550.0 130 130 550.0 1955.50 1972 ... 41-69 (F2-A4) Alto 41-65 (F2-F4) Tenor 40-58 (E2-Bb3) Bass 40-60 (E2-C4) Continuo <NA> <NA>
op09n28swv333_Sei_gegrüßet,_Maria {1: '3/2', 206: '4/4', 209: '3/2', 217: '4/4'} {1: 0} 220 220 1306.0 220 220 1306.0 3921.00 1536 ... 38-77 (D2-F5) Soprano II 38-71 (D2-B4) Alto 48-67 (C3-G4) Tenor 41-57 (F2-A3) Bass 41-57 (F2-A3) Continuo
op09n29swv334_Ave_Maria,_qualis_est {1: '3/2', 201: '4/4', 204: '3/2', 212: '4/4'} {1: 0} 215 215 1276.0 215 215 1276.0 3851.00 1617 ... 38-77 (D2-F5) Soprano II 38-69 (D2-A4) Alto 48-67 (C3-G4) Tenor 41-57 (F2-A3) Bass 41-57 (F2-A3) Continuo
op09n30swv335_Was_betrübst_du_dich,_meine_Seele {1: '4/4'} {1: -1} 87 87 348.0 87 87 348.0 1524.50 1177 ... 60-77 (C4-F5) Soprano II 55-69 (G3-A4) Alto 48-65 (C3-F4) Tenor 43-60 (G2-C4) Bass 39-57 (Eb2-A3) Continuo
op09n31swv336_Quemadmodum_desiderat_cervus {1: '4/4'} {1: -1} 189 189 756.0 189 189 756.0 2604.50 2398 ... 38-69 (D2-A4) Alto 38-67 (D2-G4) Tenor I 41-64 (F2-E4) Tenor II 38-58 (D2-Bb3) Bass 38-62 (D2-D4) Continuo
op09n32swv337_Aufer_immensam {1: '2/2'} {1: 0} 165 165 660.0 165 165 660.0 2217.50 2035 ... 43-69 (G2-A4) Alto 40-67 (E2-G4) Tenor I 38-64 (D2-E4) Tenor II 43-60 (G2-C4) Bass 43-60 (G2-C4) Continuo

55 rows × 63 columns

Composition years histogram#

Hide source 
hist_data = summary.reset_index()
hist_data.corpus = hist_data.corpus.map(corpus_names)
fig = px.histogram(
    hist_data,
    x="composed_end",
    color="corpus",
    labels=dict(
        composed_end="decade",
        count="pieces",
    ),
    color_discrete_map=corpus_name_colors,
    title=f"Temporal coverage of the {N} annotated pieces in the Distant Listening Corpus",
)
fig.update_traces(xbins=dict(size=10))
fig.update_layout(**utils.STD_LAYOUT)
fig.update_legends(font=dict(size=16))
save_figure_as(fig, "pieces_timeline_histogram", height=1250)
fig.show()

Dimensions#

Overview#

def make_overview_table(groupby, group_name="pieces"):
    n_groups = groupby.size().rename(group_name)
    absolute_numbers = dict(
        measures=groupby.last_mn.sum(),
        length=groupby.length_qb.sum(),
        notes=groupby.n_onsets.sum(),
        labels=groupby.label_count.sum(),
    )
    absolute = pd.DataFrame.from_dict(absolute_numbers)
    absolute = pd.concat([n_groups, absolute], axis=1)
    sum_row = pd.DataFrame(absolute.sum(), columns=["sum"]).T
    absolute = pd.concat([absolute, sum_row])
    return absolute


absolute = make_overview_table(summary.groupby("workTitle"))
# print(absolute.astype(int).to_markdown())
absolute.astype(int)
pieces measures length notes labels
Kleine geistliche Konzerte I 23 2165 9390 16333 4173
Kleine geistliche Konzerte II 32 3408 15308 31221 7536
sum 55 5573 24698 47554 11709 
def summarize_dataset(D):
    all_metadata = D.get_metadata()
    summary = make_summary(all_metadata)
    return make_overview_table(summary.groupby(level=0))


corpus_summary = summarize_dataset(D)
print(corpus_summary.astype(int).to_markdown())

|                            |   pieces |   measures |   length |   notes |   labels |
|:---------------------------|---------:|-----------:|---------:|--------:|---------:|
| kleine_geistliche_konzerte |       55 |       5573 |    24698 |   47554 |    11709 |
| sum                        |       55 |       5573 |    24698 |   47554 |    11709 |

Measures#

all_measures = D.get_feature("measures")
print(
    f"{len(all_measures.index)} measures over {len(all_measures.groupby(level=[0,1]))} files."
)
all_measures.head()

5611 measures over 56 files.
mc mn quarterbeats duration_qb keysig timesig act_dur mc_offset numbering_offset dont_count barline breaks repeats next
corpus piece i
kleine_geistliche_konzerte op08n01swv282_Eile_mich,_Gott,_zu_erretten 0 1 1 0 4.0 0 4/4 1 0 <NA> <NA> <NA> <NA> firstMeasure (2,)
1 2 2 4 4.0 0 4/4 1 0 <NA> <NA> <NA> <NA> <NA> (3,)
2 3 3 8 4.0 0 4/4 1 0 <NA> <NA> <NA> <NA> <NA> (4,)
3 4 4 12 4.0 0 4/4 1 0 <NA> <NA> <NA> <NA> <NA> (5,)
4 5 5 16 4.0 0 4/4 1 0 <NA> <NA> <NA> <NA> <NA> (6,) 
all_measures.get_default_analysis().plot_grouped()

Harmony labels#

All symbols, independent of the local key (the mode of which changes their semantics).

try:
    all_annotations = D.get_feature("harmonylabels").df
except Exception:
    all_annotations = pd.DataFrame()
n_annotations = len(all_annotations.index)
includes_annotations = n_annotations > 0
if includes_annotations:
    display(all_annotations.head())
    print(f"Concatenated annotation tables contains {all_annotations.shape[0]} rows.")
    no_chord = all_annotations.root.isna()
    if no_chord.sum() > 0:
        print(
            f"{no_chord.sum()} of them are not chords. Their values are:"
            f" {all_annotations.label[no_chord].value_counts(dropna=False).to_dict()}"
        )
    all_chords = all_annotations[~no_chord].copy()
    print(
        f"Dataset contains {all_chords.shape[0]} tokens and {len(all_chords.chord.unique())} types over "
        f"{len(all_chords.groupby(level=[0,1]))} documents."
    )
    all_annotations["corpus_name"] = all_annotations.index.get_level_values(0).map(
        utils.get_corpus_display_name
    )
    all_chords["corpus_name"] = all_chords.index.get_level_values(0).map(
        utils.get_corpus_display_name
    )
else:
    print("Dataset contains no annotations.")
mc mn quarterbeats quarterbeats_all_endings duration_qb mc_onset mn_onset timesig staff voice ... numeral_or_applied_to_numeral intervals_over_bass intervals_over_root scale_degrees scale_degrees_and_mode scale_degrees_major scale_degrees_minor globalkey localkey chord
corpus piece i
kleine_geistliche_konzerte op08n01swv282_Eile_mich,_Gott,_zu_erretten 0 1 1 0 0 12.0 0 0 4/4 2 1 ... i (m3, P5) (m3, P5) (1, 3, 5) (1, 3, 5), minor (1, b3, 5) (1, 3, 5) d i i
1 4 4 12 12 6.0 0 0 4/4 2 1 ... v (m3, P5) (m3, P5) (5, 7, 2) (5, 7, 2), minor (5, b7, 2) (5, 7, 2) d i v
2 5 5 18 18 2.0 1/2 1/2 4/4 2 1 ... iv (m3, P5) (m3, P5) (4, 6, 1) (4, 6, 1), minor (4, b6, 1) (4, 6, 1) d i iv
3 6 6 20 20 4.0 0 0 4/4 2 1 ... I (M3, P5) (M3, P5) (1, #3, 5) (1, #3, 5), minor (1, 3, 5) (1, #3, 5) d i I
4 7 7 24 24 4.0 0 0 4/4 2 1 ... i (m3, P5) (m3, P5) (1, 3, 5) (1, 3, 5), minor (1, b3, 5) (1, 3, 5) d i i

5 rows × 51 columns

Concatenated annotation tables contains 11709 rows.
Dataset contains 11709 tokens and 471 types over 55 documents.